{"title":"An explicit integration approach for predicting the microstructures of multicomponent alloys","authors":"Takumi Morino, Machiko Ode, Shoichi Hirosawa","doi":"10.1038/s41467-025-61246-7","DOIUrl":null,"url":null,"abstract":"<p>Predicting the complex microstructures of practical materials has been a longstanding goal since Gibbs’s pioneering work on predictions for equilibrium of heterogeneous systems. The most promising approach for achieving this goal is integrating Calculation of Phase Diagrams (CALPHAD) with phase-field models. This CALPHAD-coupled phase-field model requires two Gibbs free energy minimisation conditions: equal diffusion potential and internal equilibrium, both grounded in the second law of thermodynamics. However, as implicit functions, these minimisation conditions suffer from the curse of dimensionality when applied to multicomponent systems, which imposes significant constraints on simulation capabilities. Here we propose an approach that incorporates the equal diffusion potential and internal equilibrium conditions into a single explicit function in phase-field equations. In simulations across various practical materials, our model achieved equal diffusion and internal equilibrium conditions. Furthermore, it overcame dimensionality limitations, enabling computations for systems with up to 20 components. Thus, the proposed approach proves highly versatile and efficient, supporting a wide range of practical applications.</p>","PeriodicalId":19066,"journal":{"name":"Nature Communications","volume":"7 1","pages":""},"PeriodicalIF":14.7000,"publicationDate":"2025-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature Communications","FirstCategoryId":"103","ListUrlMain":"https://doi.org/10.1038/s41467-025-61246-7","RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Predicting the complex microstructures of practical materials has been a longstanding goal since Gibbs’s pioneering work on predictions for equilibrium of heterogeneous systems. The most promising approach for achieving this goal is integrating Calculation of Phase Diagrams (CALPHAD) with phase-field models. This CALPHAD-coupled phase-field model requires two Gibbs free energy minimisation conditions: equal diffusion potential and internal equilibrium, both grounded in the second law of thermodynamics. However, as implicit functions, these minimisation conditions suffer from the curse of dimensionality when applied to multicomponent systems, which imposes significant constraints on simulation capabilities. Here we propose an approach that incorporates the equal diffusion potential and internal equilibrium conditions into a single explicit function in phase-field equations. In simulations across various practical materials, our model achieved equal diffusion and internal equilibrium conditions. Furthermore, it overcame dimensionality limitations, enabling computations for systems with up to 20 components. Thus, the proposed approach proves highly versatile and efficient, supporting a wide range of practical applications.
期刊介绍:
Nature Communications, an open-access journal, publishes high-quality research spanning all areas of the natural sciences. Papers featured in the journal showcase significant advances relevant to specialists in each respective field. With a 2-year impact factor of 16.6 (2022) and a median time of 8 days from submission to the first editorial decision, Nature Communications is committed to rapid dissemination of research findings. As a multidisciplinary journal, it welcomes contributions from biological, health, physical, chemical, Earth, social, mathematical, applied, and engineering sciences, aiming to highlight important breakthroughs within each domain.